Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 6597 |
| Missing cells | 7194 |
| Missing cells (%) | 9.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 567.1 KiB |
| Average record size in memory | 88.0 B |
Variable types
| NUM | 8 |
|---|---|
| CAT | 2 |
| BOOL | 1 |
Forty has 237 (3.6%) missing values | Missing |
Vertical has 1350 (20.5%) missing values | Missing |
BenchReps has 1984 (30.1%) missing values | Missing |
BroadJump has 1403 (21.3%) missing values | Missing |
Shuttle has 2220 (33.7%) missing values | Missing |
df_index has unique values | Unique |
Player has unique values | Unique |
Reproduction
| Analysis started | 2021-01-11 03:41:35.336910 |
|---|---|
| Analysis finished | 2021-01-11 03:41:52.776200 |
| Duration | 17.44 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 6597 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3412.339851 |
|---|---|
| Minimum | 0 |
| Maximum | 6822 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 341.8 |
| Q1 | 1707 |
| median | 3411 |
| Q3 | 5117 |
| 95-th percentile | 6480.2 |
| Maximum | 6822 |
| Range | 6822 |
| Interquartile range (IQR) | 3410 |
Descriptive statistics
| Standard deviation | 1969.642706 |
|---|---|
| Coefficient of variation (CV) | 0.5772117642 |
| Kurtosis | -1.1991789 |
| Mean | 3412.339851 |
| Median Absolute Deviation (MAD) | 1705 |
| Skewness | -0.001188134182 |
| Sum | 22511206 |
| Variance | 3879492.388 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 3331 | 1 | < 0.1% | |
| 1258 | 1 | < 0.1% | |
| 3307 | 1 | < 0.1% | |
| 5360 | 1 | < 0.1% | |
| 1266 | 1 | < 0.1% | |
| 3315 | 1 | < 0.1% | |
| 5368 | 1 | < 0.1% | |
| 1274 | 1 | < 0.1% | |
| 3323 | 1 | < 0.1% | |
| Other values (6587) | 6587 | 99.8% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6822 | 1 | < 0.1% | |
| 6820 | 1 | < 0.1% | |
| 6819 | 1 | < 0.1% | |
| 6818 | 1 | < 0.1% | |
| 6817 | 1 | < 0.1% |
| Distinct | 6597 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.5 KiB |
| Vinnie Sunseri | 1 |
|---|---|
| Ramon Foster | 1 |
| Jordan Mack | 1 |
| Nico Johnson | 1 |
| Steven Johnson | 1 |
| Other values (6592) |
| Value | Count | Frequency (%) | |
| Vinnie Sunseri | 1 | < 0.1% | |
| Ramon Foster | 1 | < 0.1% | |
| Jordan Mack | 1 | < 0.1% | |
| Nico Johnson | 1 | < 0.1% | |
| Steven Johnson | 1 | < 0.1% | |
| Russell Wilson | 1 | < 0.1% | |
| Simmie Cobbs | 1 | < 0.1% | |
| Ryan Tujague | 1 | < 0.1% | |
| Josh Freeman | 1 | < 0.1% | |
| Jake Matthews | 1 | < 0.1% | |
| Other values (6587) | 6587 | 99.8% |
Frequencies of value counts
Unique
| Unique | 6597 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 27 |
|---|---|
| Median length | 13 |
| Mean length | 12.91450659 |
| Min length | 7 |
Pos
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.5 KiB |
| DB | |
|---|---|
| OL | |
| DL | |
| WR | |
| LB | |
| Other values (5) |
| Value | Count | Frequency (%) | |
| DB | 1240 | 18.8% | |
| OL | 1093 | 16.6% | |
| DL | 1068 | 16.2% | |
| WR | 942 | 14.3% | |
| LB | 777 | 11.8% | |
| RB | 596 | 9.0% | |
| QB | 382 | 5.8% | |
| TE | 378 | 5.7% | |
| FB | 118 | 1.8% | |
| NT | 3 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Ht
Real number (ℝ≥0)
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.83810823 |
|---|---|
| Minimum | 65 |
| Maximum | 82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 65 |
|---|---|
| 5-th percentile | 69 |
| Q1 | 72 |
| median | 74 |
| Q3 | 76 |
| 95-th percentile | 78 |
| Maximum | 82 |
| Range | 17 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.622993316 |
|---|---|
| Coefficient of variation (CV) | 0.03552357148 |
| Kurtosis | -0.4644781152 |
| Mean | 73.83810823 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.1605866643 |
| Sum | 487110 |
| Variance | 6.880093934 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) | |
| 75 | 949 | 14.4% | |
| 74 | 859 | 13.0% | |
| 76 | 836 | 12.7% | |
| 73 | 799 | 12.1% | |
| 72 | 737 | 11.2% | |
| 77 | 609 | 9.2% | |
| 71 | 592 | 9.0% | |
| 70 | 406 | 6.2% | |
| 78 | 294 | 4.5% | |
| 69 | 231 | 3.5% | |
| Other values (8) | 285 | 4.3% |
| Value | Count | Frequency (%) | |
| 65 | 1 | < 0.1% | |
| 66 | 9 | 0.1% | |
| 67 | 33 | 0.5% | |
| 68 | 74 | 1.1% | |
| 69 | 231 | 3.5% |
| Value | Count | Frequency (%) | |
| 82 | 2 | < 0.1% | |
| 81 | 4 | 0.1% | |
| 80 | 38 | 0.6% | |
| 79 | 124 | 1.9% | |
| 78 | 294 | 4.5% |
Wt
Real number (ℝ≥0)
| Distinct | 205 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 244.1881158 |
|---|---|
| Minimum | 149 |
| Maximum | 375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 149 |
|---|---|
| 5-th percentile | 186 |
| Q1 | 206 |
| median | 235 |
| Q3 | 283 |
| 95-th percentile | 320 |
| Maximum | 375 |
| Range | 226 |
| Interquartile range (IQR) | 77 |
Descriptive statistics
| Standard deviation | 45.12082282 |
|---|---|
| Coefficient of variation (CV) | 0.1847789466 |
| Kurtosis | -0.9579274421 |
| Mean | 244.1881158 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 0.4840688377 |
| Sum | 1610909 |
| Variance | 2035.888652 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 211 | 86 | 1.3% | |
| 204 | 83 | 1.3% | |
| 205 | 82 | 1.2% | |
| 210 | 81 | 1.2% | |
| 195 | 80 | 1.2% | |
| 213 | 76 | 1.2% | |
| 199 | 76 | 1.2% | |
| 193 | 75 | 1.1% | |
| 209 | 75 | 1.1% | |
| 197 | 75 | 1.1% | |
| Other values (195) | 5808 | 88.0% |
| Value | Count | Frequency (%) | |
| 149 | 1 | < 0.1% | |
| 155 | 1 | < 0.1% | |
| 156 | 1 | < 0.1% | |
| 160 | 2 | < 0.1% | |
| 163 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 375 | 1 | < 0.1% | |
| 370 | 1 | < 0.1% | |
| 369 | 2 | < 0.1% | |
| 366 | 1 | < 0.1% | |
| 364 | 1 | < 0.1% |
| Distinct | 159 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 237 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.775927673 |
|---|---|
| Minimum | 4.22 |
| Maximum | 6.05 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 4.22 |
|---|---|
| 5-th percentile | 4.4 |
| Q1 | 4.54 |
| median | 4.69 |
| Q3 | 4.97 |
| 95-th percentile | 5.36 |
| Maximum | 6.05 |
| Range | 1.83 |
| Interquartile range (IQR) | 0.43 |
Descriptive statistics
| Standard deviation | 0.3054292303 |
|---|---|
| Coefficient of variation (CV) | 0.06395181235 |
| Kurtosis | -0.1377582138 |
| Mean | 4.775927673 |
| Median Absolute Deviation (MAD) | 0.19 |
| Skewness | 0.8004250999 |
| Sum | 30374.9 |
| Variance | 0.09328701474 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4.5 | 149 | 2.3% | |
| 4.56 | 136 | 2.1% | |
| 4.65 | 135 | 2.0% | |
| 4.62 | 130 | 2.0% | |
| 4.58 | 124 | 1.9% | |
| 4.52 | 122 | 1.8% | |
| 4.59 | 122 | 1.8% | |
| 4.53 | 121 | 1.8% | |
| 4.6 | 112 | 1.7% | |
| 4.51 | 107 | 1.6% | |
| Other values (149) | 5102 | 77.3% | |
| (Missing) | 237 | 3.6% |
| Value | Count | Frequency (%) | |
| 4.22 | 2 | < 0.1% | |
| 4.24 | 1 | < 0.1% | |
| 4.26 | 1 | < 0.1% | |
| 4.27 | 3 | < 0.1% | |
| 4.28 | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 6.05 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 5.99 | 1 | < 0.1% | |
| 5.86 | 1 | < 0.1% | |
| 5.85 | 2 | < 0.1% |
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 1350 |
| Missing (%) | 20.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.89041357 |
|---|---|
| Minimum | 17.5 |
| Maximum | 46 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 17.5 |
|---|---|
| 5-th percentile | 25.5 |
| Q1 | 30 |
| median | 33 |
| Q3 | 36 |
| 95-th percentile | 39.5 |
| Maximum | 46 |
| Range | 28.5 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.20369842 |
|---|---|
| Coefficient of variation (CV) | 0.1278092296 |
| Kurtosis | -0.1693808794 |
| Mean | 32.89041357 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.2027207095 |
| Sum | 172576 |
| Variance | 17.6710804 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 33 | 274 | 4.2% | |
| 34 | 257 | 3.9% | |
| 33.5 | 255 | 3.9% | |
| 35.5 | 247 | 3.7% | |
| 35 | 239 | 3.6% | |
| 34.5 | 236 | 3.6% | |
| 36 | 233 | 3.5% | |
| 32.5 | 231 | 3.5% | |
| 32 | 220 | 3.3% | |
| 31 | 193 | 2.9% | |
| Other values (46) | 2862 | 43.4% | |
| (Missing) | 1350 | 20.5% |
| Value | Count | Frequency (%) | |
| 17.5 | 1 | < 0.1% | |
| 19 | 1 | < 0.1% | |
| 19.5 | 3 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 20.5 | 7 | 0.1% |
| Value | Count | Frequency (%) | |
| 46 | 1 | < 0.1% | |
| 45.5 | 1 | < 0.1% | |
| 45 | 4 | 0.1% | |
| 44.5 | 2 | < 0.1% | |
| 44 | 3 | < 0.1% |
| Distinct | 45 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 1984 |
| Missing (%) | 30.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.84825493 |
|---|---|
| Minimum | 2 |
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 16 |
| median | 21 |
| Q3 | 25 |
| 95-th percentile | 32 |
| Maximum | 49 |
| Range | 47 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.357309962 |
|---|---|
| Coefficient of variation (CV) | 0.3049324743 |
| Kurtosis | 0.09351553067 |
| Mean | 20.84825493 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.2618927776 |
| Sum | 96173 |
| Variance | 40.41538995 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) | |
| 19 | 287 | 4.4% | |
| 21 | 282 | 4.3% | |
| 23 | 276 | 4.2% | |
| 20 | 266 | 4.0% | |
| 24 | 265 | 4.0% | |
| 22 | 265 | 4.0% | |
| 17 | 256 | 3.9% | |
| 18 | 253 | 3.8% | |
| 15 | 243 | 3.7% | |
| 16 | 220 | 3.3% | |
| Other values (35) | 2000 | 30.3% | |
| (Missing) | 1984 | 30.1% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 5 | 0.1% | |
| 5 | 5 | 0.1% | |
| 6 | 10 | 0.2% |
| Value | Count | Frequency (%) | |
| 49 | 1 | < 0.1% | |
| 45 | 3 | < 0.1% | |
| 44 | 4 | 0.1% | |
| 43 | 1 | < 0.1% | |
| 42 | 4 | 0.1% |
| Distinct | 62 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 1403 |
| Missing (%) | 21.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.3313439 |
|---|---|
| Minimum | 74 |
| Maximum | 147 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 74 |
|---|---|
| 5-th percentile | 97 |
| Q1 | 109 |
| median | 115 |
| Q3 | 121 |
| 95-th percentile | 128 |
| Maximum | 147 |
| Range | 73 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.329193161 |
|---|---|
| Coefficient of variation (CV) | 0.08159786149 |
| Kurtosis | -0.004707499552 |
| Mean | 114.3313439 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.4149984857 |
| Sum | 593837 |
| Variance | 87.03384503 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 120 | 276 | 4.2% | |
| 118 | 252 | 3.8% | |
| 115 | 234 | 3.5% | |
| 117 | 233 | 3.5% | |
| 116 | 233 | 3.5% | |
| 121 | 232 | 3.5% | |
| 113 | 210 | 3.2% | |
| 119 | 209 | 3.2% | |
| 114 | 195 | 3.0% | |
| 112 | 191 | 2.9% | |
| Other values (52) | 2929 | 44.4% | |
| (Missing) | 1403 | 21.3% |
| Value | Count | Frequency (%) | |
| 74 | 1 | < 0.1% | |
| 78 | 1 | < 0.1% | |
| 82 | 2 | < 0.1% | |
| 84 | 1 | < 0.1% | |
| 85 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 147 | 1 | < 0.1% | |
| 141 | 3 | < 0.1% | |
| 140 | 1 | < 0.1% | |
| 139 | 3 | < 0.1% | |
| 138 | 3 | < 0.1% |
| Distinct | 235 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 2220 |
| Missing (%) | 33.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.495179347 |
|---|---|
| Minimum | 3.73 |
| Maximum | 8.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 51.5 KiB |
Quantile statistics
| Minimum | 3.73 |
|---|---|
| 5-th percentile | 4.03 |
| Q1 | 4.2 |
| median | 4.36 |
| Q3 | 4.59 |
| 95-th percentile | 5.052 |
| Maximum | 8.28 |
| Range | 4.55 |
| Interquartile range (IQR) | 0.39 |
Descriptive statistics
| Standard deviation | 0.5942651132 |
|---|---|
| Coefficient of variation (CV) | 0.1322005347 |
| Kurtosis | 14.97982115 |
| Mean | 4.495179347 |
| Median Absolute Deviation (MAD) | 0.18 |
| Skewness | 3.638234266 |
| Sum | 19675.4 |
| Variance | 0.3531510247 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4.4 | 105 | 1.6% | |
| 4.28 | 101 | 1.5% | |
| 4.21 | 94 | 1.4% | |
| 4.2 | 92 | 1.4% | |
| 4.15 | 84 | 1.3% | |
| 4.25 | 84 | 1.3% | |
| 4.18 | 82 | 1.2% | |
| 4.32 | 81 | 1.2% | |
| 4.07 | 77 | 1.2% | |
| 4.33 | 72 | 1.1% | |
| Other values (225) | 3505 | 53.1% | |
| (Missing) | 2220 | 33.7% |
| Value | Count | Frequency (%) | |
| 3.73 | 1 | < 0.1% | |
| 3.75 | 1 | < 0.1% | |
| 3.78 | 1 | < 0.1% | |
| 3.8 | 1 | < 0.1% | |
| 3.81 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8.28 | 1 | < 0.1% | |
| 8.15 | 1 | < 0.1% | |
| 8.13 | 1 | < 0.1% | |
| 8.06 | 1 | < 0.1% | |
| 8.02 | 1 | < 0.1% |
pro bowl?
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.5 KiB |
| 0 | |
|---|---|
| 1 | 551 |
| Value | Count | Frequency (%) | |
| 0 | 6046 | 91.6% | |
| 1 | 551 | 8.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Player | Pos | Ht | Wt | Forty | Vertical | BenchReps | BroadJump | Shuttle | pro bowl? | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | John Abraham | LB | 76 | 252 | 4.55 | NaN | NaN | NaN | NaN | 1 |
| 1 | 1 | Shaun Alexander | RB | 72 | 218 | 4.58 | NaN | NaN | NaN | NaN | 1 |
| 2 | 2 | Darnell Alford | OL | 76 | 334 | 5.56 | 25.0 | 23.0 | 94.0 | 4.98 | 0 |
| 3 | 3 | Kyle Allamon | TE | 74 | 253 | 4.97 | 29.0 | NaN | 104.0 | 4.49 | 0 |
| 4 | 4 | Rashard Anderson | DB | 74 | 206 | 4.55 | 34.0 | NaN | 123.0 | 4.15 | 0 |
| 5 | 6 | LaVar Arrington | LB | 75 | 250 | 4.53 | NaN | NaN | NaN | NaN | 1 |
| 6 | 7 | Corey Atkins | LB | 72 | 237 | 4.72 | 31.0 | 21.0 | 112.0 | 4.39 | 0 |
| 7 | 9 | Reggie Austin | DB | 69 | 175 | 4.44 | 35.0 | 17.0 | 119.0 | 4.14 | 0 |
| 8 | 11 | Mark Baniewicz | OL | 78 | 312 | 5.34 | 28.0 | 20.0 | 96.0 | 4.73 | 0 |
| 9 | 12 | Rashidi Barnes | DB | 72 | 208 | 4.62 | 35.0 | 10.0 | 114.0 | 4.32 | 0 |
Last rows
| df_index | Player | Pos | Ht | Wt | Forty | Vertical | BenchReps | BroadJump | Shuttle | pro bowl? | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 6587 | 6812 | Logan Wilson | LB | 74 | 241 | 4.63 | 32.0 | 21.0 | 121.0 | 4.27 | 0 |
| 6588 | 6813 | Rob Windsor | DL | 76 | 285 | 4.90 | 28.5 | 21.0 | 111.0 | 4.44 | 0 |
| 6589 | 6814 | Antoine Winfield | DB | 70 | 205 | 4.45 | 36.0 | NaN | 124.0 | NaN | 1 |
| 6590 | 6815 | Tristan Wirfs | OL | 77 | 322 | 4.85 | 36.5 | 24.0 | 121.0 | 4.68 | 0 |
| 6591 | 6816 | Steven Wirtel | DB | 76 | 227 | 4.76 | 26.0 | NaN | 120.0 | 4.28 | 0 |
| 6592 | 6817 | Charlie Woerner | TE | 77 | 245 | 4.78 | 34.5 | 21.0 | 120.0 | 4.46 | 0 |
| 6593 | 6818 | D.J. Wonnum | DL | 77 | 254 | 4.73 | 34.5 | 20.0 | 123.0 | 4.44 | 0 |
| 6594 | 6819 | Dom Wood-Anderson | TE | 76 | 257 | 4.92 | 35.0 | NaN | 119.0 | NaN | 0 |
| 6595 | 6820 | David Woodward | LB | 74 | 235 | 4.79 | 33.5 | 16.0 | 114.0 | 4.37 | 0 |
| 6596 | 6822 | Jabari Zuniga | DL | 75 | 253 | 4.64 | 33.0 | 29.0 | 127.0 | NaN | 0 |